ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning

Shehenaz Hossain; Haithem Afli

ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning

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Anthology ID:: 2025.arabicnlp-sharedtasks.127
Volume:: Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
Month:: November
Year:: 2025
Address:: Suzhou, China
Editors:: Kareem Darwish, Ahmed Ali, Ibrahim Abu Farha, Samia Touileb, Imed Zitouni, Ahmed Abdelali, Sharefah Al-Ghamdi, Sakhar Alkhereyf, Wajdi Zaghouani, Salam Khalifa, Badr AlKhamissi, Rawan Almatham, Injy Hamed, Zaid Alyafeai, Areeb Alowisheq, Go Inoue, Khalil Mrini, Waad Alshammari
Venue:: ArabicNLP
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 923–928
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.127/
DOI:
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Cite (ACL):: Shehenaz Hossain and Haithem Afli. 2025. ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 923–928, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning (Hossain & Afli, ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.127.pdf

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@inproceedings{hossain-afli-2025-adapt-mtu,
    title = "{ADAPT}{--}{MTU} {HAI} at {QIAS}2025: Dual-Expert {LLM} Fine-Tuning and Constrained Decoding for {A}rabic Islamic Inheritance Reasoning",
    author = "Hossain, Shehenaz  and
      Afli, Haithem",
    editor = "Darwish, Kareem  and
      Ali, Ahmed  and
      Abu Farha, Ibrahim  and
      Touileb, Samia  and
      Zitouni, Imed  and
      Abdelali, Ahmed  and
      Al-Ghamdi, Sharefah  and
      Alkhereyf, Sakhar  and
      Zaghouani, Wajdi  and
      Khalifa, Salam  and
      AlKhamissi, Badr  and
      Almatham, Rawan  and
      Hamed, Injy  and
      Alyafeai, Zaid  and
      Alowisheq, Areeb  and
      Inoue, Go  and
      Mrini, Khalil  and
      Alshammari, Waad",
    booktitle = "Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.arabicnlp-sharedtasks.127/",
    pages = "923--928",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning
%A Hossain, Shehenaz
%A Afli, Haithem
%Y Darwish, Kareem
%Y Ali, Ahmed
%Y Abu Farha, Ibrahim
%Y Touileb, Samia
%Y Zitouni, Imed
%Y Abdelali, Ahmed
%Y Al-Ghamdi, Sharefah
%Y Alkhereyf, Sakhar
%Y Zaghouani, Wajdi
%Y Khalifa, Salam
%Y AlKhamissi, Badr
%Y Almatham, Rawan
%Y Hamed, Injy
%Y Alyafeai, Zaid
%Y Alowisheq, Areeb
%Y Inoue, Go
%Y Mrini, Khalil
%Y Alshammari, Waad
%S Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
%D 2025
%8 November
%I Association for Computational Linguistics
%C Suzhou, China
%@ 979-8-89176-356-2
%F hossain-afli-2025-adapt-mtu
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.127/
%P 923-928

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Markdown (Informal)

[ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning](https://aclanthology.org/2025.arabicnlp-sharedtasks.127/) (Hossain & Afli, ArabicNLP 2025)

ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning (Hossain & Afli, ArabicNLP 2025)

ACL

Shehenaz Hossain and Haithem Afli. 2025. ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 923–928, Suzhou, China. Association for Computational Linguistics.